{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from DistantSpeech.beamformer.utils import load_audio\n",
    "from scipy.signal import convolve as conv\n",
    "from matplotlib import pyplot as plt\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "from DistantSpeech.adaptivefilter.BaseFilter import BaseFilter, awgn\n",
    "from DistantSpeech.adaptivefilter.FastFreqLms import FastFreqLms\n",
    "from DistantSpeech.beamformer.utils import load_audio as audioread\n",
    "from DistantSpeech.beamformer.utils import save_audio as audiowrite"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(336567,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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zf1lr/9N/54VNfD3oZjrBPjxQw1/eLwxZ91Fx3WEnjCWbDvLgmzvZXFwb9nU+Lp/PsHyHv8miuil0fEW4AXTGGN7bfYj7Xtse9sY+Gw74g+P6/TV2bqU3Ww/WcdPja/n7mgP2uv1VTXzqj+8z4543uOqP7/PhgcMDbsBbOyv4+WvbWbmjgnn3LuOpVfv6fE/wf5f2HWoKWdfW6aWoun+b+/ZUNrF2XzX/ffZ4ROA/W8r69fWPtZU7K/nnh8Ws2FEest7nM/b0LgG/X1HA1xZvOGY3fOqXQCAiF4vIThEpEJG7wmyPEZHnrO1rRCQ3aNv3rPU7ReSi/ijPYOcNagM+2qRp4aEmHnhjJ1WNbZz9y5U8/t5eth2sp6Gtk01FtQAUVPhPhC0dXrvnT4DP+IOBKygQRHskZJ/g+xHUNLVTXt/GSSOSD+sO2dTWaX9xY6wgEeUWLp+VzbJt5dS3dlDb3E5aQjSXzcwm1UpQ541N40B1M4ca2/jXh8Wcdu9yfvzyVvL313De1OEYA29uK6esrpUX1hfz0saD9onHGMOBqmbaOr08tHQXP/n3NraU1Nll+uriDXz5bx/af9e6lg6++uwGHl5RwA2PrenXk9VHJXVUNvgn7quxcwT+wFsdJln8zJoD3Pj4Gh59Z2/YWs+GA7XER7vx+gxv7Tq8TXxLSR2bi2vtHELgNT7Y09XM9sg7e9l6sJ4rZo2kqLqFn/x7W4/l/7+39vDIO3v5r7+uo761gx+9vJVH3t7DPUu2cu0jq+jw+kICWkNrB399v5ALHnqbcx54i2Xbuk5wv3x9Jxc+9M4Rn8haO7xsL60PuSFSdyutIHvz6bnMHZPK61YgaGrr5KUNJdQ2+/MpA9XxoLqp3c6LhbPb+j8Mrv1uOFDDub9+i/k/X862g10DDz88UIMxsKXk2AxGjHgcgYi4gT8AFwDFwDoRWWKMCf6G3QrUGGMmish1wP3AtSIyDbgOmA6MBJaJyGRjzAlZl/X6DG6X0NDaQZTbhcclHKxtZUx6PO/tPsT0kcmUN7RSUd/GrFEpPLNmPzctGMtTH+xjUlYSSbEeXvywhDsvnsLXF2/k9oUTeWlDCVVN7dy0YCx3/O1DnvnCadz5wmYump5FQoyHlzcc5IFrZvGt5zdy50VT2VPZiDHw6bk5rNpTxdQRyRgMj71byNi0eD7YU8WqvVUUVDTS1O7lyQ/2280/20r9X6IOb8//GF05gq51PfV37/QZdli1iykjkoi29hPxB5Pmdq/ddTQnJY69h5pIS4jm6rmjeXZtEc+tLcJnIDU+OuR1p+ckA7B0Wznff/EjYjwu/pHv3/fSGdmUN7SyckcFPp+/GcvtEh5cuovsYbG8ua2cwkNNfOqUHNbs9dcqHl6+m+9cPIWMxBgKrYDx4YEa5o5N44CVt7j70pN4ePluvrp4A//47wXUNLdz42Nr+O7FU5kzJpXWTi/Zw+IIZ3d5A/n7a/hM3mj7Xg7Bf+9hcVFUWyelQI1gR1k9Z/1yBY/cmEdGUjSdXsP/rSxg+shkth6s56DVjBf8uWwsquXymdms2FHJih2VXHXKKPZUNvKX9wu5fOZIbn5iLe2dPk4bl8YzXziNd3f57xK3trAKr8/Q4fXx700HueTkEdx31QymZCXx4yVb2VRUy6zRKYD/JJoQ46G1w8uGolpm5AwjLsrNrz8zi5//Zzv3v77D7lDwmUdWsbGolhe+tIBTRqfyX39ZR/7+GmbkDCMnJY4H3tzJuVOH0+718Xx+ES0dXlburGRebhq7KxqIi3JzUnay3Sut0+vDawzNbV5ueGwN20rrSUuIZvFt85mclXTY3335jnKmjkgiJyWOc6Zk8sCbu9hcXMstT6ylprmDm+aPpb3Tx3sFh3jgmlksmJAO+GsnbhE8Qd9rYwxl9a2kJ8QcVrMNlM0lgsslh23ryVee/ZCPiuv45/+czr82lJASF0Wnz3DWpAxmjkphd7l/7Exw7ffeV7fT3O5FgNe3lDJtZDLVTe3293ZTca19HP2pPwaUzQMKjDF7AURkMbAICA4Ei4B7rOUXgN+Lv+1hEbDYGNMGFIpIgfV6q/qhXIf5x7oiNhXX0tbpIynWQ01TO9kpcRysbcEY/z/szrIGpuckk7+vhtyMBBpaO6iob2PeuDQWrzvAFTNHsnxHBUmxHkanxvNewSEum5nNq5tLmZadTGldC3UtHcwancKGA7X8Z0spW0rqSYh2kxQbRVl9K2v3VbO/qpmCikYqrCvGDQdqaGr3cvPja2lo62TfoSZcIrR7fVzzyAe0dvi4/W8f2lfjv35zZ8jVfGBAl/8zgNe3+q+OSrqdUPpi5wiC1vUUCDq8Pnu6hKnZSfY/UGp8NNVN7TS1d9pNQ9kpsVYgiGHOmBTGZybwiDWeILirKsD0kf6cwRPvFWIM3HXxVO6xrlxPzU1jX1UTf1hZwL6qZk6fkE5KfBRLNh0kyi0smJDBiORY/mXd/2BebhpvbivnzW3l3Dh/jP0ef1i5hzsv8nDAqgGcMTGD7JRY7vj7Bv73lW2U1LSwq7yRZdvLeT6/mC0H63j7zoUhJ/pnVu/n8fcK7X/StIRoLpo+wt4eqN5PyUqipqmdlqC2+lV7qzAGVu+tYsmmg2wqrsUYuPdTM/jq3zdwsDa0aaCgopG6lg7mjEm1Tm5V7Cpv4LpHV1Pd1M4zqw+QFOPh9nMm8tCyXfzslW3k769mVGocxTUtbCyq4YOCKhpaO7l67mgAPjUnh1++voOnVu3n/pHJPPDmLh55Zw/3f2omY9Pjae/08dXzJnHBtCwAfn7VTDYX15E9LJaEGA9v7fTXOJZuq2BPRRP5+2u476oZXH/aGF7eWMLXFm/k2XUHiI92U9/aSZRb+OPKAr5V2WhfjCwYn86zt82nqLqZi3/zjj1dSbTbxfcvncqj7xTypafX8/IdZ5AU658Vd+WOCh5/r5D8fTV88ezxAJw23n9y/P6LH1Hb0sFp49L414fFtHR48bhdXP/Yam47azzfvmgKl/zmXZrbvXz7oilcPXcUZXWtXP/YavZWNvHJWSN5+LOnhPztm9s7ufaR1TS2dfKTT04nJ9V/QWCM/wInLtpNdxuLau1pUy773Xt0eP294gD+tno/y771CbtGUFDRyFee3UBijJv8/TX88PJpvLG1jKXbK/jmhVP40MqnuYR+b74M6I9AkAMUBT0uBk7raR9jTKeI1AHp1vrV3Z6bE+5NROQ24DaAMWPGhNulT8t3lLNuXw3Rbhf1rR2kxkdTVl9Kanw0Iv6ZMydkJvLXD/Zx8shhrNxRQZRbSI2P5q8f7GPW6BSeX1/M+IwEaprb+aD6ENOyk3l1cykzcoax5WAdidEeRqXGs+FALVOykthSUs/Y9HhK61opq29l0vBEdlc0MiUriZ3lDaTER5EU66GouoV5uWms3VfNqbmpbDtYj9cYLjlpBP/ZUsYdCyfy97UHOH1COnPGpLL+QA03zx9LaV0rHV4fp0/M4PcrdlNQ0cjs0Sn8+d1CTs5JZktJPdFuFy6X/77EwQEjHJ8BgwlpGuqxRuA17CxrIC0hmszEriuptAR/IGhu89pdR0daV9PpCdGICFfNzuHXS3cBkBIfFfK6w+KiGJ0Wx+6KRpJjPdw4fyx/freQdq+P0WlxLJw6nN+tKMDtgu9fehLDk2P45KwcFkxIZ1hcFHsrGznvwbdJjPHw2OfyWLmjgv99ZbvdVv7ZeWN4du0B3tpZwedO93eRHZ0Wx7SRyXywp4qnVvl75cR4XGwurqOktoXa5g5W7anizEkZNLR2UHioiR8v2crJOcO465KpPPL2Hl7ZXNotELSRnhBNZnIM20vrQwbZBU4Kuysa2VZaT3ZyLDNGDeOcyZmMTImjpLaF/3lmPfn7azh7UiYVDa3ERrk4a3ImIvDSxoN8bfFGvD7DQ9fO4t5Xt/Odi6bymVNHU1zTzJPWMXzj/Ml86/lNXPOnVfgMzB6dYl9RJsVG8em5o1i8rohhcVE88X4hmUkx/PSVbVxy8ghE/IHU/lzio3jzG2cT5XbR0NrJ+wWHeGrVPlbsKOeFpg7yxqZy3an+IHP5zJE8n1/Mj1/eSozHxfjMBOblprF4XRFj0+O5/9Mz+ef6Yl7cUEJjWyf/sGoM3zh/MiJwxsR05o5NY0ZOCp/982oWry3ii2ePZ9WeKv776fWkxEeREh/FJ2eNBGDmqGHEeFxsKaknb2wq37hgMtc9uhqPS3j9a2fx53cLeeSdvVQ0tLH3UBM5KXF895+bmZadzK/e2MHB2hYunTGCJZsOct2pozl9YgadXh9PrdrPG1vL2HKwjozEGG5+Ym3Id9XtEm4/ZwLfvHBKyPr/e6uA5FgPl83MZvG6Iv5041zmj0tny8E6bnhsDb9+cxfFNS2cNSmDd3cf4pXNBzHGP53LZ/JG4fX5uO+1Hdz613UU17TgcQnnTBnOpqI6joVBM8WEMeZR4FGAvLy8j9Xo96cb54YkQcHfzzvQfdHrM3jcLto7fUR7XLR2eBEBQdhX1cTkrCS2l9YzOi2e+pYOKhramDoiide3lHHh9Cw+KKgiMymGxFgPS7eVc8uCXH75xg4+PcdfhS+ra+XC6SP49Zs7+eHl03h4+W7yclPJSIzhtY/K+MFlJ3Hfa9u59cxxlNS24PUZ5o9P59pTqzh7UiZ3nDuRGI8LEeHzjDvs+H7+qZkAFNc0s3ZfDfdddTJX/eEDpmYn0ek1bCutZ3JWkt2cE/7vDD4f3ZLF4avDnT4f28samJKVhIjYeYDAFX5Te6c9LXVgLEJg2+WzRtqBoHuNAGB69jCKqls4NTcNj9vFfZ+aQXNbJyLCKaNT+NONc5k7NpXMpBgALj656wQ8PjORz58xjoQYD8mxUSyancP6/TU8tWo/4zISuO+qkzl36nC++FQ+r2w+SFpCtH21+bNFJ3P13FH4fIZl2yv409t77Nf925r97K5o4N5Xt9PpM2QkxvDkf51KSnw0B6qbefHDErYerGNCZiKxUW4qG1oZnhxLWnw0NVZgBP/JI5AHemdXJe2dPr55of/qFCAnNY4DVc0UVjUxOjWOJZtK6PAa7rliGjkpcZw+IQOA7aX13HrmOK46ZRRXzs6xP7P7Pz2TT88dRWldC4tm5bB6bxWdPsM1c0cxf3x6SPPGzQvG8tSq/TzxfiEXTMviR5dP49Lfvsvz64s5KTuZYd2CdHy0x/7Mrpg1ksJDTTxofY5/uP4U+7XdLuGPN87h1r+uIyU+mh9eNo3yhlZe/aiUh66dzZwxqXh9hufXF7NqTxXP5xdz9uRMvnb+pJD3WzAhndmjU3hhfTFfOGscv1uxm8ykGF776lkhZYvxuJkzJpVVe6u4aPoIThuXxvSRycwclcL4zETuu+pkNhbV8uKGEpJjPbz45dO55LfvctUf36et08ePLp/G9aeNYUvJO9z5wmb+9eXTeW5dEQ8u3UV6QjQ/+eR0Fs3OIX9fNQ2tnXavusffK+TlTQdDAkFBRQNvbC3nK+dO5BvnT+b2hRMZlervgn3GxAyuOiWHx9/zd2K4Jm80o9PiuWBaFsbqtp0UG8WF00Zw/+s72VRcS22zvyY4f3way7aXU9nQZn/v+0t/BIISYHTQ41HWunD7FIuIBxgGVB3hc/tN9yAAhLQHeqwTXmBdYD4cwG6jPCnb336dGOOxT25XnuKvxJxvVaEBJnwiEYAfXzEdgJOtLpIAv79+DgD3XjXDXnfWpMyQdeMzE+1t50wZ7i+P6/AqaDijUuN5+fYzALjt7PGMTovj3d2H2FZazyljUthR1sCI5Fh7UrlgPmOsL2TXup6bhgx7Khr59JyckP3SrRN7s9U0FO12kZHoXxc46Y/LSLBfp3uOAGD6yGRe31rGqeP8V6SfmJxpbxORkBN/OD+8fFrI48tmZPPUqv3MyBmGiHDWpAw8LqGioc1uHwdwuYQ5Y1IB/xV9wILx6fxnSxn/2VLGwimZTM5K4typw0mxyn75zGz+vuYAlz38HrcvnMCdF02lvL6NrOQYUhOiqQ3qqjsiOdZusgv8njS86/MemRLLCisR+pVzJzEpK5G1hdXcvCAXgNFp8XaTz2fnjbb/JsHHMH98Vzvyr66Z1ePfaeLwJM6YmM6qPVV856IpjE6LZ+k3P8G/NhQzMyelx+cFnDExgweX7iJvbCrzxqWFbEuOjeL5L51uPx6THs/mH19ol3Xu2FSiPS5+8Z/tlNW38uMrQj+zgKvnjuIHL23hgz1VrCms5razxx8WoABOn5BuBwIRYckdZ9pNnCLCHQsncvvfP+SKWSMZnhzLA9fM4pnV+zl/WhbX5o3G5RL+eMMcrn1kFZf+9l3qWjpYNHskv72uq6novJOyQt7zYG0r97++g5qmdruzwyNv7yU2ysXnTs/F5RI7CAR875KpvLm1jKZ2L9Oyk+xaTbDcjATevvMchifFUtfSgcclFNe0sGj2yGPSHbg/AsE6YJKIjMN/Er8OuL7bPkuAW/C3/V8NrDDGGBFZAvxdRB7EnyyeBKxF9ZtvX+S/Ugm0OZ8yJpVn1xYxLiPBDgQel9j5BtNtHAH0HAjaO300tnXaJ8NAsjhwsm9o7WR7aQPJcR574rr0oKv/W88cx+PvFYa9ujl1XBoicObEjI997CGvl5vGxdNHcOUp/n+62Cg3k7OS2FZaz9i0+LDPmTnKH7yHxUXxxxvmsGJHBWkJ0XxicuZhScMF49O576oZ/OqNHZRa03eX17dyUnYSqfFRGIOdAM5J9Tf9jE2PtwfZTQwJBF1J6ZOyk5kyIsnOmwRcmzeagspGJg4/PIl6tO69cgZ7DzUyybrYGTEsli+fM/GInjtr1DA+kzeK608bG/ZCq7vgfWKj3OSNTeWDPVXMG5cWciEV7IqZI/nZq9vsprALetjv1rPGcfrEdMZYAyDd3T6ji08ewfcumcoV1ol34dThLJw6PGSfk3OG8eTn5/Hkqv3EeFz88LLwwSlgtnURsbG4loVThrO3spEXN5Rww2ljSE8Mf9U+PDmWuy49ib+8V8jY9ISw+wB2AAn8f6QmRIcEpf4UcSCw2vzvAN4A3MATxpitIvJTIN8YswR4HHjaSgZX4w8WWPv9A39iuRO4/UTtMTTY3TB/DGPS4pkywv/PnpuRwCprcre0hGg7aR0+R2DVlNwuO1kNXVNYB5JlgZpU4GT/o5e3AnDnRVNIjPFfwaUldgWCH1x2El8/f1JIzStg/vh01nz/PIYnxUZ66ID/KvlPN80NWTdrdArbSusZ00MgGJUaR2p8FLNHp5CaEM2nraabcESE608bw1Or9tHQ2onXZzjU2EZWcqwdGAPjOMamxbO2sJpFs0by8IoCclLiQuZzyrECQbTVth7OV86bFHb9x5GbkUBuRs8npN543C5+eXXPNY6+3LxgLNEeF7+99pQeLziGxUfxg8um8YOXtpCRGMPsUSlh94uP9jB3bFrYbeAPDP/9iQl9likvN4283J5fJ9iMUcMQgU1FtZw9KZOfvbqd2Cg3t5/beyC9af5Ybpo/9oje43jolxyBMeY14LVu634UtNwKXNPDc+8F7u2PcqieDU+K5dNzR9n92sekxdtt1RmJMXYgMARqBF2BQESIcgtZw2Ioqm6x1nVNJhffLRCkBl31333pSXzx7PH2jKLBNQKx2kN7K/OxNGvUMJ5dS4+BQET4ww1zjqocSbEeGlo7qGpsw2f8V3+Bpq9AILhu3mgWTh1ObnoCD68oYFJWYshrBALB5KzEIT9V9cUnZ3Pxydl97nfDaWM4UN3MyGGxR9WF81hLjPEweXgSz6w+wJ/f2UtTu5fvXzr1mH93+9ugSRar/pGZFMMvr57JOVMyefSdPdQ0d5CRFAPWrAU+a2Rx9/+1KLeLEcmxdiCIi3LbU0YErugDgSAuys0bXz/b35vIqtbOGpXCzQvGsmBC/zT19IczJ2UwNj2eubmpPe5z+lGWNyk2ivL6Vju/MDwpJqhG4G8GykyMZe7YNFravbhdwpRufeQDTUMnjUg+qvceykSE71960kAXI6wFE9J5evV+Fs0eycIpw7lsRt+B7USjgcCBPpPnTzAmx0XR1OZlWFzXVbkxBtMtRwD+duOpI5JZt8/fpzk+2m0PjooLBAJ3V5I90AQVEBft5qeLTj4mx/NxjUqN5+07F/braybFethT2WmPIchKjrVrSIHEcHyM/+8VF+3m6c/PO+xvlZUcy4Lx6X0mxNWJ4a5LpvKVcyf2mBMYDDQQOFhybBR1MR3ERXU1P/h82LOPBltyx5l0dPp4erW/f3pwu373pqHYqKHdnNGbxBgPDa2dlDcEAkEMKXGhTUMJ0V3/dqeHSYa7XcKzt80/DqVV/SE2yh02zzWYaCBwsOQ4DwlNHvuKHrpGFncPBIkxHjo8XYni+KDRlN1rBDGD/J8iEkmxUfZodBHISIwhyu0iIdpNXUsHIs4OlOrEpN9IBxufkUhuRjyxQSd1A4fdszggML8SEBI8YrvVCGLCzNXiFEmxHjq8hqKaZlLjo+1k77SR/vb++Cj3EXWzVOp4cu5/rOJHV0zjic+deliNgDA1goDAvsHzqxzeNOTcGkGyNV6i8FATmUFtxrOsLo/hJjRTaqDpt9LBotwuYjzukEBgDIfNPhos0OwTH9TOHXh+4Oo31uPcQBDoDlt4qImMpK6usoHRyzXNeq9ideLRQKBCru7tHEEPkSAu2nXYc7oPKHNyG3iSVSOobe4gI6hGMDtoGgulTjTO/Y9VttgwNYKeWrEDV/vBtYjA8rj0BJJiPf5xCQ6VGDRCOLhpaFRq+HsZKHUi0F5D6rAcgSH8BH3QdfUfLhCcOSmDj+5x9k3mgkdKBwdEEeG2s8eHnWBPqYGmgUCFXMWaHkYWBwRqBHaC2O0KudOT0wWahoCQpiHghB0Zq5T+ByvOmJjBvVedzITMhB7HEQQEuooGagZOzgeEkxxUI+jvOeOVOlb0v1gR7XFxw2lj8bhcXTmCHmoEgVHI8dGHdyNV2NNtA/Y9GJQ60WkgUDaRwI1pes4RxNrjCPwnvOBupMo/PUSCFRwzB/HcM8pZNBAom4jYo4p7yhHERbkR6Ro97OTBYz1JjPUgEv4WnEqdiPRyTtlcgn2nsh5zBFFuotwu+2Y1cZojOExSbBSdXqNJdDVoaCBQNpd03VS9p3EEn5icSVunD7crkCvQr1B3SbEe3DqfkBpE9L9Y2VzSNeFcTyOLA/d5/c9H/jvZaNPQ4S6cNoKOoFt6KnWi00CguojQ6TWBxV4Fmj2019Dh/uecvu+Lq9SJRBsxlc0lBDUN9R4JPFaOIF5rBEoNehoIlM0lgrePXkMBUS6tESg1VGggUDaXgK+PXkMBgRqB5giUGvw0ECibIHb30b5yBIHuo/FaI1Bq0NNAoGwSnCPoIxIEuo/GaY1AqUFPA4GyBY8j6CtHYN+7WGsESg16GgiUzeUiKFnceyQI3JZSawRKDX4RBQIRSRORpSKy2/qd2sN+t1j77BaRW4LWvyUiO0Vko/UzPJLyqMgIR14jGJMWz8IpmcwdG/YjV0oNIpHWCO4ClhtjJgHLrcchRCQN+DFwGjAP+HG3gHGDMWa29VMRYXlUBIJzBH1li+Oi3fzlv+aRm5FwHEqmlDqWIg0Ei4AnreUngSvD7HMRsNQYU22MqQGWAhdH+L7qGDiaHIFSauiINBBkGWNKreUyICvMPjlAUdDjYmtdwF+sZqEfSi9dVUTkNhHJF5H8ysrKCIutwjmS2UeVUkNPn3MNicgyYESYTXcHPzDGGBExR/n+NxhjSkQkCfgncBPwVLgdjTGPAo8C5OXlHe37qCMgIkEDyga4MEqp46bPQGCMOb+nbSJSLiLZxphSEckGwrXxlwDnBD0eBbxlvXaJ9btBRP6OP4cQNhCoY88lXb2G+pprSCk1dETaNLQECPQCugV4Ocw+bwAXikiqlSS+EHhDRDwikgEgIlHA5cCWCMujIiAieI9w9lGl1NARaSD4BXCBiOwGzrceIyJ5IvIYgDGmGvhfYJ3181NrXQz+gLAZ2Ii/5vDnCMujIqA5AqWcKaL7ERhjqoDzwqzPB74Q9PgJ4Ilu+zQBcyN5f9W/hK7ZRzUOKOUcOrJY2VyuI599VCk1dGggUDaRI599VCk1dGggULbgWoDWCJRyDg0EyhY8dkDjgFLOoYFA2YLP/VojUMo5NBAoW2jT0AAWRCl1XGkgULbgqZ76ukOZUmro0ECgbCE5goErhlLqONNAoGzBlQDNESjlHBoIlC0kR6DfDKUcQ//dlU1zBEo5kwYCZdMcgVLOpIFA2TRHoJQzaSBQNp1iQiln0kCgbK6QHMEAFkQpdVxpIFA20bmGlHIkDQTKFnyfYm0aUso5NBAom0uTxUo5kgYCZXO5NEeglBNpIFC20O6jA1cOpdTxpYFA2YJzBDqyWCnn0ECgbJojUMqZNBAoW8g4ggEsh1Lq+NJAoGxaI1DKmTQQqC46slgpR4ooEIhImogsFZHd1u/UHvZ7XURqReSVbuvHicgaESkQkedEJDqS8qjIaI1AKWeKtEZwF7DcGDMJWG49DudXwE1h1t8PPGSMmQjUALdGWB4VAZ1rSClnijQQLAKetJafBK4Mt5MxZjnQELxO/P0TzwVe6Ov56vjQGoFSzhRpIMgyxpRay2VA1lE8Nx2oNcZ0Wo+LgZwIy6MiICHTUA9gQZRSx5Wnrx1EZBkwIsymu4MfGGOMiJj+KliYctwG3AYwZsyYY/U2jqazjyrlTH0GAmPM+T1tE5FyEck2xpSKSDZQcRTvXQWkiIjHqhWMAkp6KcejwKMAeXl5xyzgOJlL71mslCNF2jS0BLjFWr4FePlIn2iMMcBK4OqP83zV/zRHoJQzRRoIfgFcICK7gfOtx4hInog8FthJRN4FngfOE5FiEbnI2vRd4JsiUoA/Z/B4hOVREXBpjkApR+qzaag3xpgq4Lww6/OBLwQ9PquH5+8F5kVSBnVsiE4yoZRj6MhiZdNxBEo5kwYCZQvJEWjbkFKOoYFA2YJP/hoHlHIODQTKJiHLGgmUcgoNBMqmI4uVciYNBMqmA8qUciYNBMoWOqBs4MqhlDq+NBAoW+hcQxoJlHIKDQTKpjkCpZxJA4GyaY5AKWfSQKBsLp2GWilH0kCgbKKzjyrlSBoIlE1nH1XKmTQQKFtoslgjgVJOoYFA2bQWoJQzaSBQtuD5hbRGoJRzaCBQNh1ZrJQzaSBQNs0RKOVMGgiUTccRKOVMGgiUTUcWK+VMGgiULXDu1/yAUs6igUDZAjUCzQ8o5SwaCJQtcP7XOKCUs2ggULZATUDzA0o5iwYCZdMcgVLOpIFA2ewaARoJlHKSiAKBiKSJyFIR2W39Tu1hv9dFpFZEXum2/q8iUigiG62f2ZGUR0VGawRKOVOkNYK7gOXGmEnAcutxOL8Cbuph253GmNnWz8YIy6MioL2GlHKmSAPBIuBJa/lJ4MpwOxljlgMNEb6XOsYCp3+NA0o5S6SBIMsYU2otlwFZH+M17hWRzSLykIjE9LSTiNwmIvkikl9ZWfmxCqt653JpryGlnKjPQCAiy0RkS5ifRcH7GWMMYI7y/b8HTAVOBdKA7/a0ozHmUWNMnjEmLzMz8yjfRh0Jl+YIlHIkT187GGPO72mbiJSLSLYxplREsoGKo3nzoNpEm4j8Bfj20Txf9S/RHIFSjhRp09AS4BZr+Rbg5aN5shU8EP8Z6EpgS4TlURHoyhFoIFDKSSINBL8ALhCR3cD51mNEJE9EHgvsJCLvAs8D54lIsYhcZG36m4h8BHwEZAA/i7A8KgJdI4sHuCBKqeOqz6ah3hhjqoDzwqzPB74Q9PisHp5/biTvr/pXV/fRAS6IUuq40pHFytY1oEwjgVJOooFA2TQQKOVMGgiUTQOAUs6kgUDZ7ByBfiuUchT9l1c2lzYNKeVIGgiUzb5D2cAWQyl1nGkgUDYdWayUM2kgUDYdUKaUM2kgUDbNESjlTBoIlE1rBEo5kwYCdRitESjlLBoIlE1vTKOUM2kgUDa9MY1SzqSBQNk0R6CUM2kgULbA+V9zBEo5iwYCZRPRHIFSTqSBQNk0R6CUM2kgUDY7RzDA5VBKHV8aCJRNb0yjlDNpIFA2nXROKWfSQKBsdm5A44BSjqKBQNnsO5RpIFDKUTQQKJvmCJRyJg0EyubSHIFSjqSBQNnsW1VqHFDKUTQQKJtLRxYr5UgRBQIRSRORpSKy2/qdGmaf2SKySkS2ishmEbk2aNs4EVkjIgUi8pyIREdSHhWZrrmGBrQYSqnjLNIawV3AcmPMJGC59bi7ZuBmY8x04GLgNyKSYm27H3jIGDMRqAFujbA8KgKaI1DKmSINBIuAJ63lJ4Eru+9gjNlljNltLR8EKoBM8bc/nAu80Nvz1fFj5wgGthhKqeMs0kCQZYwptZbLgKzedhaReUA0sAdIB2qNMZ3W5mIgp5fn3iYi+SKSX1lZGWGxVTgigojmCJRyGk9fO4jIMmBEmE13Bz8wxhgRMb28TjbwNHCLMcZ3tCcbY8yjwKMAeXl5Pb6PioxLRHMESjlMn4HAGHN+T9tEpFxEso0xpdaJvqKH/ZKBV4G7jTGrrdVVQIqIeKxawSig5KiPQPUrQXMESjlNpE1DS4BbrOVbgJe772D1BHoReMoYE8gHYIwxwErg6t6er44vl9U8pJRyjkgDwS+AC0RkN3C+9RgRyRORx6x9PgOcDXxORDZaP7Otbd8FvikiBfhzBo9HWB4VIRGtESjlNH02DfXGGFMFnBdmfT7wBWv5GeCZHp6/F5gXSRlU/9IagVLOoyOLVQitESjlPBoIVAitESjlPBoIVAitESjlPBoIVAitESjlPBoIVAgREJ1kQilH0UCgQujIYqWcRwOBCuHSHIFSjqOBQIUQEVz6rVDKUSIaUKaGnm9dMJlJWUkDXQyl1HGkgUCFuG7emIEuglLqONNGAKWUcjgNBEop5XAaCJRSyuE0ECillMNpIFBKKYfTQKCUUg6ngUAppRxOA4FSSjmc+O8hP7iISCWw/2M+PQM41I/FOdE56XiddKygxzuUHatjHWuMyey+clAGgkiISL4xJm+gy3G8OOl4nXSsoMc7lB3vY9WmIaWUcjgNBEop5XBODASPDnQBjjMnHa+TjhX0eIey43qsjssRKKWUCuXEGoFSSqkgGgiUUsrhHBUIRORiEdkpIgUictdAl6e/icg+EflIRDaKSL61Lk1ElorIbut36kCX8+MSkSdEpEJEtgStC3t84vew9VlvFpE5A1fyj6eH471HREqsz3ijiFwatO171vHuFJGLBqbUH4+IjBaRlSKyTUS2isjXrPVD8vPt5XgH5vM1xjjiB3ADe4DxQDSwCZg20OXq52PcB2R0W/dL4C5r+S7g/oEuZwTHdzYwB9jS1/EBlwL/AQSYD6wZ6PL30/HeA3w7zL7TrO90DDDO+q67B/oYjuJYs4E51nISsMs6piH5+fZyvAPy+TqpRjAPKDDG7DXGtAOLgUUDXKbjYRHwpLX8JHDlwBUlMsaYd4Dqbqt7Or5FwFPGbzWQIiLZx6Wg/aSH4+3JImCxMabNGFMIFOD/zg8KxphSY8yH1nIDsB3IYYh+vr0cb0+O6efrpECQAxQFPS6m9z/8YGSAN0VkvYjcZq3LMsaUWstlQNbAFO2Y6en4hvLnfYfVHPJEUFPfkDleEckFTgHW4IDPt9vxwgB8vk4KBE5wpjFmDnAJcLuInB280fjrmEO2v/BQPz7L/wETgNlAKfDrAS1NPxORROCfwNeNMfXB24bi5xvmeAfk83VSICgBRgc9HmWtGzKMMSXW7wrgRfxVx/JAldn6XTFwJTwmejq+Ifl5G2PKjTFeY4wP+DNdzQOD/nhFJAr/SfFvxph/WauH7Ocb7ngH6vN1UiBYB0wSkXEiEg1cBywZ4DL1GxFJEJGkwDJwIbAF/zHeYu12C/DywJTwmOnp+JYAN1u9S+YDdUFNDINWt3bwq/B/xuA/3utEJEZExgGTgLXHu3wfl4gI8Diw3RjzYNCmIfn59nS8A/b5DnT2/Hj+4O9psAt/xv3ugS5PPx/bePy9CjYBWwPHB6QDy4HdwDIgbaDLGsExPou/utyBv4301p6OD39vkj9Yn/VHQN5Al7+fjvdp63g2WyeH7KD977aOdydwyUCX/yiP9Uz8zT6bgY3Wz6VD9fPt5XgH5PPVKSaUUsrhnNQ0pJRSKgwNBEop5XAaCJRSyuE0ECillMNpIFBKKYfTQKCUUg6ngUAppRzu/wH78G8VnU7YzQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load source single and rir\n",
    "src = load_audio('/home/wangwei/work/DistantSpeech/samples/audio_samples/cleanspeech_aishell3.wav')\n",
    "src = np.random.rand(len(src))-0.5# * np.sqrt(npower)\n",
    "print(src.shape)\n",
    "rir = load_audio('/home/wangwei/work/DistantSpeech/DistantSpeech/adaptivefilter/rir.wav')\n",
    "rir = rir[200:]\n",
    "\n",
    "filter_len = 256\n",
    "\n",
    "rir = rir[:filter_len, np.newaxis]\n",
    "plt.figure()\n",
    "plt.plot(rir)\n",
    "plt.title('impulse response')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(336567,)\n",
      "(336567,)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 336311/336311 [00:23<00:00, 14122.85it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "# src = awgn(src, 30)\n",
    "\n",
    "SNR = 20\n",
    "data_clean = conv(src, rir[:, 0])\n",
    "data = data_clean[:len(src)]\n",
    "data = awgn(data, SNR)\n",
    "\n",
    "print(src.shape)\n",
    "print(data.shape)\n",
    "\n",
    "# array_data = audioread(\"/home/wangwei/work/DistantSpeech/example/mix.wav\")\n",
    "# src = array_data[:, 0]\n",
    "# data = array_data[:, 1]\n",
    "\n",
    "w = np.zeros((filter_len, 1))\n",
    "\n",
    "lms = BaseFilter(filter_len=filter_len, mu=0.001, normalization=False)\n",
    "nlms = BaseFilter(filter_len=filter_len, mu=0.1)\n",
    "flms = FastFreqLms(filter_len=filter_len, mu=0.1)\n",
    "\n",
    "valid_len = len(src)-flms.filter_len  # discard last frame\n",
    "\n",
    "est_err_lms = np.zeros(valid_len)\n",
    "est_err_nlms = np.zeros(valid_len)\n",
    "est_err_flms = np.zeros(valid_len)\n",
    "\n",
    "output = np.zeros(data.shape)\n",
    "\n",
    "for n in tqdm(range((valid_len))):\n",
    "    if np.mod(n, flms.filter_len) == 0:\n",
    "        input_vector = src[n: n +  flms.filter_len]\n",
    "        d_vector = data[n : n + flms.filter_len]\n",
    "        err, w_flms = flms.update(input_vector, d_vector)\n",
    "\n",
    "        output[n : n + flms.filter_len] = err[:, 0]\n",
    "    _, w_lms = lms.update(src[n], data[n])\n",
    "    _, w_nlms = nlms.update(src[n], data[n])\n",
    "    est_err_lms[n] = np.sum(np.abs(rir - w_lms[:len(rir)])**2)\n",
    "    est_err_nlms[n] = np.sum(np.abs(rir - w_nlms[:len(rir)])**2)\n",
    "    est_err_flms[n] = np.sum(np.abs(rir - w_flms[:len(rir)])**2)\n",
    "\n",
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(10 * np.log(est_err_lms / np.sum(np.abs(rir[:, 0])**2) + 1e-6))\n",
    "plt.plot(10 * np.log(est_err_nlms / np.sum(np.abs(rir[:, 0])**2)) + 1e-6)\n",
    "plt.plot(10 * np.log(est_err_flms / np.sum(np.abs(rir[:, 0])**2)) + 1e-6)\n",
    "plt.legend(['lms', 'nlms', 'flms'], loc='upper right')\n",
    "plt.xlabel(\"steps\")\n",
    "plt.ylabel(\"$\\||\\hat{w}-w\\||_2$\")\n",
    "plt.title('weight estimation error vs step')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(output)\n",
    "plt.show()\n",
    "audiowrite('flms1.wav', output)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "532cddd74b9fabc13f740f51c7600370dbbc74aaf96e64501f4b1ae280f38de4"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 ('.venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
